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   "source": [
    "# Brave Search\n",
    "\n",
    "\n",
    ">[Brave Search](https://en.wikipedia.org/wiki/Brave_Search) is a search engine developed by Brave Software.\n",
    "> - `Brave Search` uses its own web index. As of May 2022, it covered over 10 billion pages and was used to serve 92% \n",
    "> of search results without relying on any third-parties, with the remainder being retrieved \n",
    "> server-side from the Bing API or (on an opt-in basis) client-side from Google. According \n",
    "> to Brave, the index was kept \"intentionally smaller than that of Google or Bing\" in order to \n",
    "> help avoid spam and other low-quality content, with the disadvantage that \"Brave Search is \n",
    "> not yet as good as Google in recovering long-tail queries.\"\n",
    ">- `Brave Search Premium`: As of April 2023 Brave Search is an ad-free website, but it will \n",
    "> eventually switch to a new model that will include ads and premium users will get an ad-free experience.\n",
    "> User data including IP addresses won't be collected from its users by default. A premium account \n",
    "> will be required for opt-in data-collection.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f0888e-3f3e-4b82-ac4a-2df6feeccbe0",
   "metadata": {},
   "source": [
    "## Installation and Setup\n",
    "\n",
    "To get access to the Brave Search API, you need to [create an account and get an API key](https://api.search.brave.com/app/dashboard).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d7d7be09-58bd-47d7-bf1b-33964564f777",
   "metadata": {},
   "outputs": [],
   "source": [
    "api_key = \"...\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b3ac92df-6ff0-4dbb-b32b-a7dc140c48ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_community.document_loaders import BraveSearchLoader"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f483caf-58ef-4138-975a-5b783559dc1b",
   "metadata": {},
   "source": [
    "## Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "766634cf-3bc7-4656-939a-cafa218807a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loader = BraveSearchLoader(\n",
    "    query=\"obama middle name\", api_key=api_key, search_kwargs={\"count\": 3}\n",
    ")\n",
    "docs = loader.load()\n",
    "len(docs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f1fcc9f1-cbdc-46b3-89d3-80311d557dc6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'title': \"Obama's Middle Name -- My Last Name -- is 'Hussein.' So?\",\n",
       "  'link': 'https://www.cair.com/cair_in_the_news/obamas-middle-name-my-last-name-is-hussein-so/'},\n",
       " {'title': \"What's up with Obama's middle name? - Quora\",\n",
       "  'link': 'https://www.quora.com/Whats-up-with-Obamas-middle-name'},\n",
       " {'title': 'Barack Obama | Biography, Parents, Education, Presidency, Books, ...',\n",
       "  'link': 'https://www.britannica.com/biography/Barack-Obama'}]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[doc.metadata for doc in docs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "601bfd77-03d3-468e-843f-2523d5e215bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['I wasn’t sure whether to laugh or cry a few days back listening to radio talk show host Bill Cunningham repeatedly scream Barack <strong>Obama</strong>’<strong>s</strong> <strong>middle</strong> <strong>name</strong> — my last <strong>name</strong> — as if he had anti-Muslim Tourette’s. “Hussein,” Cunningham hissed like he was beckoning Satan when shouting the ...',\n",
       " 'Answer (1 of 15): A better question would be, “What’s up with <strong>Obama</strong>’s first <strong>name</strong>?” President Barack Hussein <strong>Obama</strong>’s father’s <strong>name</strong> was Barack Hussein <strong>Obama</strong>. He was <strong>named</strong> after his father. Hussein, <strong>Obama</strong>’<strong>s</strong> <strong>middle</strong> <strong>name</strong>, is a very common Arabic <strong>name</strong>, meaning &quot;good,&quot; &quot;handsome,&quot; or ...',\n",
       " 'Barack <strong>Obama</strong>, in full Barack Hussein <strong>Obama</strong> II, (born August 4, 1961, Honolulu, Hawaii, U.S.), 44th president of the United States (2009–17) and the first African American to hold the office. Before winning the presidency, <strong>Obama</strong> represented Illinois in the U.S.']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[doc.page_content for doc in docs]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74a6ba54-9e48-4bac-ab9b-03eabd19eb81",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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